{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pylab as plt\n",
    "%matplotlib inline\n",
    "plt.rcParams['figure.figsize'] = (10, 6)\n",
    "import seaborn as sb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "def model_index(file_name):\n",
    "    return int(file_name.split('_')[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "def read_leaderboard(file_name, scale=False):\n",
    "    result = []\n",
    "    with open(file_name, \"rt\", encoding='utf-8') as fd:\n",
    "        started = False\n",
    "        for l in fd:\n",
    "            l = l.strip()\n",
    "            if not started:\n",
    "                if l.startswith(\"Leaderboard\"):\n",
    "                    started = True\n",
    "                continue\n",
    "            name, rest = l.split(':')\n",
    "            wld = map(str.strip, rest.split(','))\n",
    "            win, lose, draw = map(lambda s: int(s.split('=')[1]), wld)\n",
    "            # models from the last round played 40% more games, so score need to be compensated\n",
    "            if scale:\n",
    "                win = int(win / 1.4)\n",
    "                lose = int(lose / 1.4)\n",
    "                draw = int(draw / 1.4)\n",
    "            result.append((os.path.basename(name), win, lose, draw))\n",
    "    return result       "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Semi-final analisys"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "full_data = []\n",
    "for round in range(10):\n",
    "    full_data.extend(read_leaderboard(\"semi-%d.txt\" % round, scale=round==9))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('best_008_02500.dat', 1079, 521, 0),\n",
       " ('best_085_46100.dat', 1079, 721, 0),\n",
       " ('best_017_09800.dat', 1042, 757, 1),\n",
       " ('best_045_25500.dat', 1017, 783, 0),\n",
       " ('best_051_29900.dat', 1008, 791, 1),\n",
       " ('best_047_28000.dat', 1002, 797, 1),\n",
       " ('best_005_01900.dat', 1001, 599, 0),\n",
       " ('best_061_34100.dat', 1001, 798, 1),\n",
       " ('best_103_55700.dat', 997, 859, 0),\n",
       " ('best_097_52100.dat', 994, 862, 0)]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "full_data.sort(key=lambda p: p[1], reverse=True)\n",
    "full_data[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "full_pairs = list(map(lambda p: (model_index(p[0]), p[1]), full_data))\n",
    "full_pairs.sort(key=lambda p: p[0])\n",
    "indices, wins = zip(*full_pairs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9c0a6f1f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(wins)\n",
    "plt.xlabel(\"Model index\")\n",
    "plt.ylabel(\"Score gained\")\n",
    "plt.savefig(\"semi-common.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "def group_index(idx):\n",
    "    if idx >= 100:\n",
    "        return 9, idx - 90\n",
    "    return idx // 10, idx % 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "groups = list(map(group_index, indices))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = [[] for _ in range(10)]\n",
    "for g, w in zip(groups, wins):\n",
    "    data[g[0]].append(w)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9c0a65b710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for d in data:\n",
    "    plt.plot(d[:10])\n",
    "plt.xlabel(\"Index\")\n",
    "plt.ylabel(\"Score\")\n",
    "plt.savefig(\"semi-scores.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Final scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "final_short = read_leaderboard(\"final-short.txt\")\n",
    "full_pairs = list(map(lambda p: (model_index(p[0]), p[1]), final_short))\n",
    "full_pairs.sort(key=lambda p: p[0])\n",
    "indices, wins = zip(*full_pairs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9c0a5f8908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(indices, wins)\n",
    "plt.xlabel(\"Model index\")\n",
    "plt.ylabel(\"Score gained\")\n",
    "plt.grid(True)\n",
    "plt.savefig(\"final-short.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
